Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	18
Missing cells	58
Missing cells (%)	11.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.9 KiB
Average record size in memory	223.1 B

Variable types

Categorical	3
Numeric	24

Alerts

`number_of_countries` is highly correlated with `aminoglycosides_tonnes` and 21 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `number_of_countries` and 12 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `number_of_countries` and 18 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`glycopeptides_tonnes` is highly correlated with `nitrofurans_tonnes`	High correlation
`glycophospholipids_tonnes` is highly correlated with `number_of_countries` and 9 other fields	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`macrolides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `number_of_countries` and 13 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`penicillins_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `arsenicals_tonnes` and 12 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `number_of_countries` and 13 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`others_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `number_of_countries` and 19 other fields	High correlation
`total_antimicrobials_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`number_of_countries` is highly correlated with `aminoglycosides_tonnes` and 21 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `number_of_countries` and 19 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`glycopeptides_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`glycophospholipids_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`macrolides_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`penicillins_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `arsenicals_tonnes` and 9 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `arsenicals_tonnes` and 9 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`others_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`total_antimicrobials_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`number_of_countries` is highly correlated with `aminoglycosides_tonnes` and 15 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `glycophospholipids_tonnes` and 8 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`glycophospholipids_tonnes` is highly correlated with `arsenicals_tonnes` and 4 other fields	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 18 other fields	High correlation
`macrolides_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `number_of_countries` and 10 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `arsenicals_tonnes` and 10 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`penicillins_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `number_of_countries` and 19 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `arsenicals_tonnes` and 6 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `arsenicals_tonnes` and 11 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `number_of_countries` and 19 other fields	High correlation
`others_tonnes` is highly correlated with `number_of_countries` and 11 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `cephalosporins__all_generations_tonnes` and 11 other fields	High correlation
`total_antimicrobials_tonnes` is highly correlated with `aminoglycosides_tonnes` and 21 other fields	High correlation
`scope` is highly correlated with `sulfonamides__including_trimethoprim_tonnes` and 1 other fields	High correlation
`region` is highly correlated with `3_4_gen_cephalosporins_tonnes` and 4 other fields	High correlation
`number_of_countries` is highly correlated with `aminoglycosides_tonnes` and 21 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `region` and 22 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`glycopeptides_tonnes` is highly correlated with `region` and 16 other fields	High correlation
`glycophospholipids_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`macrolides_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`penicillins_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `region` and 14 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `region` and 14 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `scope` and 24 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `scope` and 23 other fields	High correlation
`others_tonnes` is highly correlated with `number_of_countries` and 23 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `number_of_countries` and 22 other fields	High correlation
`total_antimicrobials_tonnes` is highly correlated with `region` and 24 other fields	High correlation
`aminoglycosides_tonnes` has 2 (11.1%) missing values	Missing
`amphenicols_tonnes` has 2 (11.1%) missing values	Missing
`arsenicals_tonnes` has 2 (11.1%) missing values	Missing
`cephalosporins__all_generations_tonnes` has 2 (11.1%) missing values	Missing
`1_2_gen__cephalosporins_tonnes` has 2 (11.1%) missing values	Missing
`3_4_gen_cephalosporins_tonnes` has 2 (11.1%) missing values	Missing
`fluoroquinolones_tonnes` has 2 (11.1%) missing values	Missing
`glycopeptides_tonnes` has 2 (11.1%) missing values	Missing
`glycophospholipids_tonnes` has 2 (11.1%) missing values	Missing
`lincosamides_tonnes` has 2 (11.1%) missing values	Missing
`macrolides_tonnes` has 2 (11.1%) missing values	Missing
`nitrofurans_tonnes` has 2 (11.1%) missing values	Missing
`orthosomycins_tonnes` has 2 (11.1%) missing values	Missing
`other_quinolones_tonnes` has 2 (11.1%) missing values	Missing
`penicillins_tonnes` has 2 (11.1%) missing values	Missing
`pleuromutilins_tonnes` has 2 (11.1%) missing values	Missing
`polypeptides_tonnes` has 2 (11.1%) missing values	Missing
`quinoxalines_tonnes` has 2 (11.1%) missing values	Missing
`streptogramins_tonnes` has 2 (11.1%) missing values	Missing
`sulfonamides__including_trimethoprim_tonnes` has 2 (11.1%) missing values	Missing
`tetracyclines_tonnes` has 2 (11.1%) missing values	Missing
`others_tonnes` has 2 (11.1%) missing values	Missing
`aggregated_class_data_tonnes` has 2 (11.1%) missing values	Missing
`total_antimicrobials_tonnes` has 12 (66.7%) missing values	Missing
`scope` is uniformly distributed	Uniform
`region` is uniformly distributed	Uniform
`number_of_countries` has 2 (11.1%) zeros	Zeros
`aminoglycosides_tonnes` has 2 (11.1%) zeros	Zeros
`amphenicols_tonnes` has 4 (22.2%) zeros	Zeros
`cephalosporins__all_generations_tonnes` has 5 (27.8%) zeros	Zeros
`1_2_gen__cephalosporins_tonnes` has 6 (33.3%) zeros	Zeros
`3_4_gen_cephalosporins_tonnes` has 6 (33.3%) zeros	Zeros
`fluoroquinolones_tonnes` has 4 (22.2%) zeros	Zeros
`glycopeptides_tonnes` has 10 (55.6%) zeros	Zeros
`glycophospholipids_tonnes` has 6 (33.3%) zeros	Zeros
`lincosamides_tonnes` has 2 (11.1%) zeros	Zeros
`macrolides_tonnes` has 1 (5.6%) zeros	Zeros
`nitrofurans_tonnes` has 7 (38.9%) zeros	Zeros
`orthosomycins_tonnes` has 6 (33.3%) zeros	Zeros
`other_quinolones_tonnes` has 6 (33.3%) zeros	Zeros
`penicillins_tonnes` has 1 (5.6%) zeros	Zeros
`pleuromutilins_tonnes` has 4 (22.2%) zeros	Zeros
`polypeptides_tonnes` has 1 (5.6%) zeros	Zeros
`quinoxalines_tonnes` has 8 (44.4%) zeros	Zeros
`streptogramins_tonnes` has 4 (22.2%) zeros	Zeros
`sulfonamides__including_trimethoprim_tonnes` has 1 (5.6%) zeros	Zeros
`others_tonnes` has 3 (16.7%) zeros	Zeros
`aggregated_class_data_tonnes` has 4 (22.2%) zeros	Zeros

Reproduction

Analysis started	2023-01-25 00:44:49.362614
Analysis finished	2023-01-25 00:46:45.042053
Duration	1 minute and 55.68 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

scope
Categorical

HIGH CORRELATION
UNIFORM

Distinct	3
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	272.0 B

AGP	6
All	6
Terrestrial Food Producing	6

Length

Max length	26
Median length	3
Mean length	10.66666667
Min length	3

Characters and Unicode

Total characters	192
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AGP
2nd row	AGP
3rd row	AGP
4th row	AGP
5th row	AGP

Common Values

Value	Count	Frequency (%)
AGP	6	33.3%
All	6	33.3%
Terrestrial Food Producing	6	33.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
agp	6	20.0%
all	6	20.0%
terrestrial	6	20.0%
food	6	20.0%
producing	6	20.0%

Most occurring characters

Value	Count	Frequency (%)
r	24	12.5%
l	18	9.4%
o	18	9.4%
A	12	6.2%
d	12	6.2%
	12	6.2%
i	12	6.2%
e	12	6.2%
P	12	6.2%
s	6	3.1%
Other values (9)	54	28.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	138	71.9%
Uppercase Letter	42	21.9%
Space Separator	12	6.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	24	17.4%
l	18	13.0%
o	18	13.0%
d	12	8.7%
i	12	8.7%
e	12	8.7%
s	6	4.3%
t	6	4.3%
a	6	4.3%
u	6	4.3%
Other values (3)	18	13.0%

Uppercase Letter

Value	Count	Frequency (%)
A	12	28.6%
P	12	28.6%
G	6	14.3%
F	6	14.3%
T	6	14.3%

Space Separator

Value	Count	Frequency (%)
	12	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	180	93.8%
Common	12	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	24	13.3%
l	18	10.0%
o	18	10.0%
A	12	6.7%
d	12	6.7%
i	12	6.7%
e	12	6.7%
P	12	6.7%
s	6	3.3%
t	6	3.3%
Other values (8)	48	26.7%

Common

Value	Count	Frequency (%)
	12	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	24	12.5%
l	18	9.4%
o	18	9.4%
A	12	6.2%
d	12	6.2%
	12	6.2%
i	12	6.2%
e	12	6.2%
P	12	6.2%
s	6	3.1%
Other values (9)	54	28.1%

region
Categorical

HIGH CORRELATION
UNIFORM

Distinct	6
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Memory size	272.0 B

Africa	3
Americas	3
Asia, Far East and Oceania	3
Europe	3
Global	3

Length

Max length	26
Median length	18.5
Mean length	10.5
Min length	6

Characters and Unicode

Total characters	189
Distinct characters	24
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Africa
2nd row	Americas
3rd row	Asia, Far East and Oceania
4th row	Europe
5th row	Global

Common Values

Value	Count	Frequency (%)
Africa	3	16.7%
Americas	3	16.7%
Asia, Far East and Oceania	3	16.7%
Europe	3	16.7%
Global	3	16.7%
Middle East	3	16.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
east	6	18.2%
africa	3	9.1%
americas	3	9.1%
asia	3	9.1%
far	3	9.1%
and	3	9.1%
oceania	3	9.1%
europe	3	9.1%
global	3	9.1%
middle	3	9.1%

Most occurring characters

Value	Count	Frequency (%)
a	30	15.9%
	15	7.9%
i	15	7.9%
r	12	6.3%
e	12	6.3%
s	12	6.3%
A	9	4.8%
l	9	4.8%
d	9	4.8%
E	9	4.8%
Other values (14)	57	30.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	141	74.6%
Uppercase Letter	30	15.9%
Space Separator	15	7.9%
Other Punctuation	3	1.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	30	21.3%
i	15	10.6%
r	12	8.5%
e	12	8.5%
s	12	8.5%
l	9	6.4%
d	9	6.4%
c	9	6.4%
t	6	4.3%
n	6	4.3%
Other values (6)	21	14.9%

Uppercase Letter

Value	Count	Frequency (%)
A	9	30.0%
E	9	30.0%
F	3	10.0%
O	3	10.0%
G	3	10.0%
M	3	10.0%

Space Separator

Value	Count	Frequency (%)
	15	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	171	90.5%
Common	18	9.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	30	17.5%
i	15	8.8%
r	12	7.0%
e	12	7.0%
s	12	7.0%
A	9	5.3%
l	9	5.3%
d	9	5.3%
E	9	5.3%
c	9	5.3%
Other values (12)	45	26.3%

Common

Value	Count	Frequency (%)
	15	83.3%
,	3	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	189	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	30	15.9%
	15	7.9%
i	15	7.9%
r	12	6.3%
e	12	6.3%
s	12	6.3%
A	9	4.8%
l	9	4.8%
d	9	4.8%
E	9	4.8%
Other values (14)	57	30.2%

number_of_countries
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.55555556

Minimum	0
Maximum	109
Zeros	2
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.5
median	9.5
Q3	21.25
95-th percentile	51.2
Maximum	109
Range	109
Interquartile range (IQR)	17.75

Descriptive statistics

Standard deviation	25.84847753
Coefficient of variation (CV)	1.472381632
Kurtosis	9.687000258
Mean	17.55555556
Median Absolute Deviation (MAD)	8.5
Skewness	2.895687328
Sum	316
Variance	668.1437908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	2	11.1%
6	2	11.1%
0	2	11.1%
5	1	5.6%
12	1	5.6%
24	1	5.6%
19	1	5.6%
22	1	5.6%
41	1	5.6%
109	1	5.6%
Other values (5)	5	27.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	11.1%
1	2	11.1%
3	1	5.6%
5	1	5.6%
6	2	11.1%
9	1	5.6%
10	1	5.6%
11	1	5.6%
12	1	5.6%
19	1	5.6%

Value	Count	Frequency (%)
109	1	5.6%
41	1	5.6%
37	1	5.6%
24	1	5.6%
22	1	5.6%
19	1	5.6%
12	1	5.6%
11	1	5.6%
10	1	5.6%
9	1	5.6%

aminoglycosides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	14
Distinct (%)	87.5%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	527.5135089

Minimum	0
Maximum	2753.984977
Zeros	2
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.40425
median	57.54466776
Q3	874.4566402
95-th percentile	1787.558315
Maximum	2753.984977
Range	2753.984977
Interquartile range (IQR)	872.0523902

Descriptive statistics

Standard deviation	803.0366342
Coefficient of variation (CV)	1.522305345
Kurtosis	2.728850804
Mean	527.5135089
Median Absolute Deviation (MAD)	57.54466776
Skewness	1.71333611
Sum	8440.216143
Variance	644867.8359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	2	11.1%
0.707	2	11.1%
33.65154354	1	5.6%
762.3757826	1	5.6%
1425.663333	1	5.6%
527.6433177	1	5.6%
2753.984977	1	5.6%
4.651	1	5.6%
3.8016855	1	5.6%
166.5074041	1	5.6%
Other values (4)	4	22.2%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	11.1%
0.707	2	11.1%
2.97	1	5.6%
3.8016855	1	5.6%
4.651	1	5.6%
33.65154354	1	5.6%
81.43779199	1	5.6%
166.5074041	1	5.6%
527.6433177	1	5.6%
762.3757826	1	5.6%

Value	Count	Frequency (%)
2753.984977	1	5.6%
1465.416094	1	5.6%
1425.663333	1	5.6%
1210.699213	1	5.6%
762.3757826	1	5.6%
527.6433177	1	5.6%
166.5074041	1	5.6%
81.43779199	1	5.6%
33.65154354	1	5.6%
4.651	1	5.6%

amphenicols_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	81.2%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	713.0834324

Minimum	0
Maximum	3428.306333
Zeros	4
Zeros (%)	22.2%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.125
median	24.2100874
Q3	1090.215723
95-th percentile	2674.045276
Maximum	3428.306333
Range	3428.306333
Interquartile range (IQR)	1089.090723

Descriptive statistics

Standard deviation	1150.98763
Coefficient of variation (CV)	1.614099526
Kurtosis	0.5754124609
Mean	713.0834324
Median Absolute Deviation (MAD)	24.2100874
Skewness	1.41094852
Sum	11409.33492
Variance	1324772.525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	4	22.2%
20.41030729	1	5.6%
739.797925	1	5.6%
2422.624924	1	5.6%
243.8731763	1	5.6%
3428.306333	1	5.6%
1.6	1	5.6%
9.3548	1	5.6%
96.02734378	1	5.6%
2141.469115	1	5.6%
Other values (3)	3	16.7%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	22.2%
1.5	1	5.6%
1.6	1	5.6%
9.3548	1	5.6%
20.41030729	1	5.6%
28.0098675	1	5.6%
96.02734378	1	5.6%
243.8731763	1	5.6%
739.797925	1	5.6%
2141.469115	1	5.6%

Value	Count	Frequency (%)
3428.306333	1	5.6%
2422.624924	1	5.6%
2276.361126	1	5.6%
2141.469115	1	5.6%
739.797925	1	5.6%
243.8731763	1	5.6%
96.02734378	1	5.6%
28.0098675	1	5.6%
20.41030729	1	5.6%
9.3548	1	5.6%

arsenicals_tonnes
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	5
Distinct (%)	31.2%
Missing	2
Missing (%)	11.1%
Memory size	272.0 B

0.0	8
74.44	3
51.9	3
0.011	1
126.351	1

Length

Max length	7
Median length	6
Mean length	3.9375
Min length	3

Characters and Unicode

Total characters	63
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	12.5%

Sample

1st row	0.0
2nd row	0.0
3rd row	74.44
4th row	74.44
5th row	0.011

Common Values

Value	Count	Frequency (%)
0.0	8	44.4%
74.44	3	16.7%
51.9	3	16.7%
0.011	1	5.6%
126.351	1	5.6%
(Missing)	2	11.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	8	50.0%
74.44	3	18.8%
51.9	3	18.8%
0.011	1	6.2%
126.351	1	6.2%

Most occurring characters

Value	Count	Frequency (%)
0	18	28.6%
.	16	25.4%
4	9	14.3%
1	7	11.1%
5	4	6.3%
7	3	4.8%
9	3	4.8%
2	1	1.6%
6	1	1.6%
3	1	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	47	74.6%
Other Punctuation	16	25.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18	38.3%
4	9	19.1%
1	7	14.9%
5	4	8.5%
7	3	6.4%
9	3	6.4%
2	1	2.1%
6	1	2.1%
3	1	2.1%

Other Punctuation

Value	Count	Frequency (%)
.	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	63	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18	28.6%
.	16	25.4%
4	9	14.3%
1	7	11.1%
5	4	6.3%
7	3	4.8%
9	3	4.8%
2	1	1.6%
6	1	1.6%
3	1	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	63	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18	28.6%
.	16	25.4%
4	9	14.3%
1	7	11.1%
5	4	6.3%
7	3	4.8%
9	3	4.8%
2	1	1.6%
6	1	1.6%
3	1	1.6%

cephalosporins__all_generations_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	12
Distinct (%)	75.0%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	118.8953223

Minimum	0
Maximum	592.7990155
Zeros	5
Zeros (%)	27.8%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.885007704
Q3	163.8546689
95-th percentile	464.4349344
Maximum	592.7990155
Range	592.7990155
Interquartile range (IQR)	163.8546689

Descriptive statistics

Standard deviation	190.3604583
Coefficient of variation (CV)	1.601076095
Kurtosis	1.234324927
Mean	118.8953223
Median Absolute Deviation (MAD)	5.885007704
Skewness	1.536797506
Sum	1902.325157
Variance	36237.10409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	5	27.8%
10.0178996	1	5.6%
116.2741046	1	5.6%
421.6469074	1	5.6%
44.66010395	1	5.6%
592.7990155	1	5.6%
0.2	1	5.6%
0.07614	1	5.6%
49.93894543	1	5.6%
306.5963617	1	5.6%
Other values (2)	2	11.1%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	27.8%
0.07614	1	5.6%
0.2	1	5.6%
1.752115809	1	5.6%
10.0178996	1	5.6%
44.66010395	1	5.6%
49.93894543	1	5.6%
116.2741046	1	5.6%
306.5963617	1	5.6%
358.3635629	1	5.6%

Value	Count	Frequency (%)
592.7990155	1	5.6%
421.6469074	1	5.6%
358.3635629	1	5.6%
306.5963617	1	5.6%
116.2741046	1	5.6%
49.93894543	1	5.6%
44.66010395	1	5.6%
10.0178996	1	5.6%
1.752115809	1	5.6%
0.2	1	5.6%

1_2_gen__cephalosporins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	11
Distinct (%)	68.8%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	21.42551888

Minimum	0
Maximum	108.6657981
Zeros	6
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.1359681
Q3	31.27541937
95-th percentile	74.22021426
Maximum	108.6657981
Range	108.6657981
Interquartile range (IQR)	31.27541937

Descriptive statistics

Standard deviation	31.69482835
Coefficient of variation (CV)	1.479302719
Kurtosis	2.634656785
Mean	21.42551888
Median Absolute Deviation (MAD)	1.1359681
Skewness	1.673261356
Sum	342.8083022
Variance	1004.562144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	6	33.3%
0.02649	1	5.6%
55.61275646	1	5.6%
27.30885937	1	5.6%
25.71769227	1	5.6%
108.6657981	1	5.6%
0.002	1	5.6%
43.17509936	1	5.6%
17.31580741	1	5.6%
2.2454462	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	33.3%
0.002	1	5.6%
0.02649	1	5.6%
2.2454462	1	5.6%
17.31580741	1	5.6%
25.71769227	1	5.6%
27.30885937	1	5.6%
43.17509936	1	5.6%
55.61275646	1	5.6%
62.73835297	1	5.6%

Value	Count	Frequency (%)
108.6657981	1	5.6%
62.73835297	1	5.6%
55.61275646	1	5.6%
43.17509936	1	5.6%
27.30885937	1	5.6%
25.71769227	1	5.6%
17.31580741	1	5.6%
2.2454462	1	5.6%
0.02649	1	5.6%
0.002	1	5.6%

3_4_gen_cephalosporins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	11
Distinct (%)	68.8%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	80.40148458

Minimum	0
Maximum	346.0419668
Zeros	6
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.6067896045
Q3	91.30728893
95-th percentile	313.8145277
Maximum	346.0419668
Range	346.0419668
Interquartile range (IQR)	91.30728893

Descriptive statistics

Standard deviation	136.9080034
Coefficient of variation (CV)	1.702804421
Kurtosis	-0.3121892919
Mean	80.40148458
Median Absolute Deviation (MAD)	0.6067896045
Skewness	1.294954752
Sum	1286.423753
Variance	18743.8014
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	6	33.3%
0.0874096	1	5.6%
25.31620049	1	5.6%
303.072048	1	5.6%
17.56630867	1	5.6%
346.0419668	1	5.6%
0.00034	1	5.6%
6.762846066	1	5.6%
289.2805542	1	5.6%
1.126169609	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	33.3%
0.00034	1	5.6%
0.0874096	1	5.6%
1.126169609	1	5.6%
6.762846066	1	5.6%
17.56630867	1	5.6%
25.31620049	1	5.6%
289.2805542	1	5.6%
297.1699099	1	5.6%
303.072048	1	5.6%

Value	Count	Frequency (%)
346.0419668	1	5.6%
303.072048	1	5.6%
297.1699099	1	5.6%
289.2805542	1	5.6%
25.31620049	1	5.6%
17.56630867	1	5.6%
6.762846066	1	5.6%
1.126169609	1	5.6%
0.0874096	1	5.6%
0.00034	1	5.6%

fluoroquinolones_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	81.2%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	285.1719573

Minimum	0
Maximum	1607.20853
Zeros	4
Zeros (%)	22.2%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.12
median	56.58599895
Q3	440.0837616
95-th percentile	1052.453066
Maximum	1607.20853
Range	1607.20853
Interquartile range (IQR)	439.9637616

Descriptive statistics

Standard deviation	446.0833604
Coefficient of variation (CV)	1.564260962
Kurtosis	4.46020554
Mean	285.1719573
Median Absolute Deviation (MAD)	56.58599895
Skewness	2.050057802
Sum	4562.751317
Variance	198990.3645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	4	22.2%
91.39779791	1	5.6%
428.5454852	1	5.6%
867.5345785	1	5.6%
219.0016683	1	5.6%
1607.20853	1	5.6%
0.729	1	5.6%
21.7742	1	5.6%
173.1715619	1	5.6%
474.698591	1	5.6%
Other values (3)	3	16.7%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	22.2%
0.16	1	5.6%
0.729	1	5.6%
4.362775862	1	5.6%
21.7742	1	5.6%
91.39779791	1	5.6%
173.1715619	1	5.6%
219.0016683	1	5.6%
428.5454852	1	5.6%
474.698591	1	5.6%

Value	Count	Frequency (%)
1607.20853	1	5.6%
867.5345785	1	5.6%
674.1671288	1	5.6%
474.698591	1	5.6%
428.5454852	1	5.6%
219.0016683	1	5.6%
173.1715619	1	5.6%
91.39779791	1	5.6%
21.7742	1	5.6%
4.362775862	1	5.6%

glycopeptides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	6
Distinct (%)	37.5%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.262875

Minimum	0
Maximum	1.848
Zeros	10
Zeros (%)	55.6%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.2775
95-th percentile	1.212
Maximum	1.848
Range	1.848
Interquartile range (IQR)	0.2775

Descriptive statistics

Standard deviation	0.5040856905
Coefficient of variation (CV)	1.91758703
Kurtosis	6.567545034
Mean	0.262875
Median Absolute Deviation (MAD)	0
Skewness	2.507821175
Sum	4.206
Variance	0.2541023833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	10	55.6%
0.255	2	11.1%
1	1	5.6%
0.503	1	5.6%
1.848	1	5.6%
0.345	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	55.6%
0.255	2	11.1%
0.345	1	5.6%
0.503	1	5.6%
1	1	5.6%
1.848	1	5.6%

Value	Count	Frequency (%)
1.848	1	5.6%
1	1	5.6%
0.503	1	5.6%
0.345	1	5.6%
0.255	2	11.1%
0	10	55.6%

glycophospholipids_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	56.2%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	58.14215169

Minimum	0
Maximum	244.0464068
Zeros	6
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	24.30460678
Q3	110
95-th percentile	144.3297068
Maximum	244.0464068
Range	244.0464068
Interquartile range (IQR)	110

Descriptive statistics

Standard deviation	70.61943195
Coefficient of variation (CV)	1.214599562
Kurtosis	1.551941002
Mean	58.14215169
Median Absolute Deviation (MAD)	24.30460678
Skewness	1.221504014
Sum	930.2744271
Variance	4987.104169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	6	33.3%
110	3	16.7%
13.90780678	1	5.6%
97.183	1	5.6%
111.0908068	1	5.6%
34.70140678	1	5.6%
99.261	1	5.6%
0.084	1	5.6%
244.0464068	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	33.3%
0.084	1	5.6%
13.90780678	1	5.6%
34.70140678	1	5.6%
97.183	1	5.6%
99.261	1	5.6%
110	3	16.7%
111.0908068	1	5.6%
244.0464068	1	5.6%

Value	Count	Frequency (%)
244.0464068	1	5.6%
111.0908068	1	5.6%
110	3	16.7%
99.261	1	5.6%
97.183	1	5.6%
34.70140678	1	5.6%
13.90780678	1	5.6%
0.084	1	5.6%
0	6	33.3%

lincosamides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	15
Distinct (%)	93.8%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	238.2052983

Minimum	0
Maximum	1332.086904
Zeros	2
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1725
median	22.1260782
Q3	407.4911419
95-th percentile	818.5056799
Maximum	1332.086904
Range	1332.086904
Interquartile range (IQR)	407.3186419

Descriptive statistics

Standard deviation	371.5333579
Coefficient of variation (CV)	1.559719118
Kurtosis	4.142287027
Mean	238.2052983
Median Absolute Deviation (MAD)	22.1260782
Skewness	1.942956535
Sum	3811.284773
Variance	138037.036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	2	11.1%
22.0210782	1	5.6%
0.21	1	5.6%
22.2310782	1	5.6%
1.36453	1	5.6%
379.6739961	1	5.6%
647.3119386	1	5.6%
303.6764393	1	5.6%
1332.086904	1	5.6%
0.06	1	5.6%
Other values (5)	5	27.8%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	11.1%
0.0289	1	5.6%
0.06	1	5.6%
0.21	1	5.6%
1.36453	1	5.6%
10.19814494	1	5.6%
22.0210782	1	5.6%
22.2310782	1	5.6%
50.15478039	1	5.6%
303.6764393	1	5.6%

Value	Count	Frequency (%)
1332.086904	1	5.6%
647.3119386	1	5.6%
551.3244043	1	5.6%
490.942579	1	5.6%
379.6739961	1	5.6%
303.6764393	1	5.6%
50.15478039	1	5.6%
22.2310782	1	5.6%
22.0210782	1	5.6%
10.19814494	1	5.6%

macrolides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	16
Distinct (%)	100.0%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	1235.618155

Minimum	0
Maximum	6105.203733
Zeros	1
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	5.8425
Q1	53.31211399
median	436.6627662
Q3	1637.053912
95-th percentile	4512.116719
Maximum	6105.203733
Range	6105.203733
Interquartile range (IQR)	1583.741798

Descriptive statistics

Standard deviation	1736.074104
Coefficient of variation (CV)	1.405024762
Kurtosis	3.29078209
Mean	1235.618155
Median Absolute Deviation (MAD)	432.7677662
Skewness	1.833609149
Sum	19769.89049
Variance	3013953.295
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	1	5.6%
6105.203733	1	5.6%
2542.696458	1	5.6%
70.04560975	1	5.6%
2131.053008	1	5.6%
307.9485399	1	5.6%
25.8593	1	5.6%
8.01	1	5.6%
565.3769924	1	5.6%
62.46305199	1	5.6%
Other values (6)	6	33.3%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	5.6%
7.79	1	5.6%
8.01	1	5.6%
25.8593	1	5.6%
62.46305199	1	5.6%
70.04560975	1	5.6%
78.34148013	1	5.6%
307.9485399	1	5.6%
565.3769924	1	5.6%
1174.582	1	5.6%

Value	Count	Frequency (%)
6105.203733	1	5.6%
3981.087715	1	5.6%
2542.696458	1	5.6%
2131.053008	1	5.6%
1472.387546	1	5.6%
1237.045052	1	5.6%
1174.582	1	5.6%
565.3769924	1	5.6%
307.9485399	1	5.6%
78.34148013	1	5.6%

nitrofurans_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	62.5%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.5304343785

Minimum	0
Maximum	4.104475028
Zeros	7
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0055
Q3	0.200847632
95-th percentile	3.434862782
Maximum	4.104475028
Range	4.104475028
Interquartile range (IQR)	0.200847632

Descriptive statistics

Standard deviation	1.237964872
Coefficient of variation (CV)	2.33386998
Kurtosis	5.438025049
Mean	0.5304343785
Median Absolute Deviation (MAD)	0.0055
Skewness	2.546570212
Sum	8.486950056
Variance	1.532557025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	7	38.9%
0.16666	1	5.6%
0.303410528	1	5.6%
3.2116587	1	5.6%
0.4127458	1	5.6%
4.104475028	1	5.6%
0.01	1	5.6%
0.138	1	5.6%
0.001	1	5.6%
0.139	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	38.9%
0.001	1	5.6%
0.01	1	5.6%
0.138	1	5.6%
0.139	1	5.6%
0.16666	1	5.6%
0.303410528	1	5.6%
0.4127458	1	5.6%
3.2116587	1	5.6%
4.104475028	1	5.6%

Value	Count	Frequency (%)
4.104475028	1	5.6%
3.2116587	1	5.6%
0.4127458	1	5.6%
0.303410528	1	5.6%
0.16666	1	5.6%
0.139	1	5.6%
0.138	1	5.6%
0.01	1	5.6%
0.001	1	5.6%
0	7	38.9%

orthosomycins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	11
Distinct (%)	68.8%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	15.67006191

Minimum	0
Maximum	73.45474765
Zeros	6
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.227611325
Q3	26.62968691
95-th percentile	48.89468691
Maximum	73.45474765
Range	73.45474765
Interquartile range (IQR)	26.62968691

Descriptive statistics

Standard deviation	20.60036237
Coefficient of variation (CV)	1.314631843
Kurtosis	2.951526651
Mean	15.67006191
Median Absolute Deviation (MAD)	4.227611325
Skewness	1.628100144
Sum	250.7209906
Variance	424.3749296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	6	33.3%
3.64222265	1	5.6%
26.195	1	5.6%
29.83722265	1	5.6%
27.93374765	1	5.6%
40.708	1	5.6%
4.813	1	5.6%
73.45474765	1	5.6%
18.715525	1	5.6%
3.353	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	33.3%
3.353	1	5.6%
3.64222265	1	5.6%
4.813	1	5.6%
18.715525	1	5.6%
22.068525	1	5.6%
26.195	1	5.6%
27.93374765	1	5.6%
29.83722265	1	5.6%
40.708	1	5.6%

Value	Count	Frequency (%)
73.45474765	1	5.6%
40.708	1	5.6%
29.83722265	1	5.6%
27.93374765	1	5.6%
26.195	1	5.6%
22.068525	1	5.6%
18.715525	1	5.6%
4.813	1	5.6%
3.64222265	1	5.6%
3.353	1	5.6%

other_quinolones_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	11
Distinct (%)	68.8%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	6.951423906

Minimum	0
Maximum	48.39944125
Zeros	6
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.469645
Q3	7.412967
95-th percentile	27.47828481
Maximum	48.39944125
Range	48.39944125
Interquartile range (IQR)	7.412967

Descriptive statistics

Standard deviation	12.88733781
Coefficient of variation (CV)	1.853913383
Kurtosis	7.220683697
Mean	6.951423906
Median Absolute Deviation (MAD)	0.469645
Skewness	2.578901101
Sum	111.2227825
Variance	166.0834758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	6	33.3%
0.83929	1	5.6%
8.016018	1	5.6%
20.504566	1	5.6%
18.93956725	1	5.6%
48.39944125	1	5.6%
0.1	1	5.6%
0.06985	1	5.6%
3.9355	1	5.6%
3.2066	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	33.3%
0.06985	1	5.6%
0.1	1	5.6%
0.83929	1	5.6%
3.2066	1	5.6%
3.9355	1	5.6%
7.21195	1	5.6%
8.016018	1	5.6%
18.93956725	1	5.6%
20.504566	1	5.6%

Value	Count	Frequency (%)
48.39944125	1	5.6%
20.504566	1	5.6%
18.93956725	1	5.6%
8.016018	1	5.6%
7.21195	1	5.6%
3.9355	1	5.6%
3.2066	1	5.6%
0.83929	1	5.6%
0.1	1	5.6%
0.06985	1	5.6%

penicillins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	16
Distinct (%)	100.0%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	1737.647642

Minimum	0
Maximum	9762.798535
Zeros	1
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0.01875
Q1	6.60075
median	173.2224641
Q3	2341.94033
95-th percentile	6797.682681
Maximum	9762.798535
Range	9762.798535
Interquartile range (IQR)	2335.33958

Descriptive statistics

Standard deviation	2799.096347
Coefficient of variation (CV)	1.610853823
Kurtosis	3.664864619
Mean	1737.647642
Median Absolute Deviation (MAD)	173.2099641
Skewness	1.935579918
Sum	27802.36227
Variance	7834940.359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	1	5.6%
9762.798535	1	5.6%
4131.183598	1	5.6%
206.9617572	1	5.6%
3496.187582	1	5.6%
401.5405669	1	5.6%
23.96869235	1	5.6%
4.881	1	5.6%
1957.191246	1	5.6%
0.025	1	5.6%
Other values (6)	6	33.3%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	5.6%
0.025	1	5.6%
2.525	1	5.6%
4.881	1	5.6%
7.174	1	5.6%
7.199	1	5.6%
23.96869235	1	5.6%
139.483171	1	5.6%
206.9617572	1	5.6%
401.5405669	1	5.6%

Value	Count	Frequency (%)
9762.798535	1	5.6%
5809.31073	1	5.6%
4131.183598	1	5.6%
3496.187582	1	5.6%
1957.191246	1	5.6%
1851.932388	1	5.6%
401.5405669	1	5.6%
206.9617572	1	5.6%
139.483171	1	5.6%
23.96869235	1	5.6%

pleuromutilins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	81.2%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	332.6019644

Minimum	0
Maximum	1729.598751
Zeros	4
Zeros (%)	22.2%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.7
median	44.18235687
Q3	437.3337808
95-th percentile	1303.818174
Maximum	1729.598751
Range	1729.598751
Interquartile range (IQR)	434.6337808

Descriptive statistics

Standard deviation	515.5147551
Coefficient of variation (CV)	1.54994501
Kurtosis	2.606410103
Mean	332.6019644
Median Absolute Deviation (MAD)	44.18235687
Skewness	1.774687968
Sum	5321.631431
Variance	265755.4627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	4	22.2%
37.98285687	1	5.6%
12.399	1	5.6%
50.38185687	1	5.6%
3.6	1	5.6%
369.8776425	1	5.6%
1161.891315	1	5.6%
194.2297932	1	5.6%
1729.598751	1	5.6%
225.3743949	1	5.6%
Other values (3)	3	16.7%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	22.2%
3.6	1	5.6%
12.399	1	5.6%
15.7585171	1	5.6%
37.98285687	1	5.6%
50.38185687	1	5.6%
194.2297932	1	5.6%
225.3743949	1	5.6%
369.8776425	1	5.6%
639.7021959	1	5.6%

Value	Count	Frequency (%)
1729.598751	1	5.6%
1161.891315	1	5.6%
880.8351079	1	5.6%
639.7021959	1	5.6%
369.8776425	1	5.6%
225.3743949	1	5.6%
194.2297932	1	5.6%
50.38185687	1	5.6%
37.98285687	1	5.6%
15.7585171	1	5.6%

polypeptides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	16
Distinct (%)	100.0%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	968.7928245

Minimum	0
Maximum	5087.956944
Zeros	1
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0.0375
Q1	18.98231098
median	339.9055394
Q3	1572.817006
95-th percentile	3563.976756
Maximum	5087.956944
Range	5087.956944
Interquartile range (IQR)	1553.834695

Descriptive statistics

Standard deviation	1427.768594
Coefficient of variation (CV)	1.473760496
Kurtosis	3.828667427
Mean	968.7928245
Median Absolute Deviation (MAD)	335.8348333
Skewness	1.94626271
Sum	15500.68519
Variance	2038523.157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0.134	1	5.6%
5087.956944	1	5.6%
645.4063026	1	5.6%
22.64061055	1	5.6%
445.3586104	1	5.6%
169.3996694	1	5.6%
8.007412247	1	5.6%
0.05	1	5.6%
234.4524684	1	5.6%
502.087349	1	5.6%
Other values (6)	6	33.3%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	5.6%
0.05	1	5.6%
0.134	1	5.6%
8.007412247	1	5.6%
22.64061055	1	5.6%
50.47709385	1	5.6%
169.3996694	1	5.6%
234.4524684	1	5.6%
445.3586104	1	5.6%
502.087349	1	5.6%

Value	Count	Frequency (%)
5087.956944	1	5.6%
3055.98336	1	5.6%
2016.979349	1	5.6%
1746.994022	1	5.6%
1514.758	1	5.6%
645.4063026	1	5.6%
502.087349	1	5.6%
445.3586104	1	5.6%
234.4524684	1	5.6%
169.3996694	1	5.6%

quinoxalines_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	7
Distinct (%)	43.8%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	339.2315

Minimum	0
Maximum	1381.267
Zeros	8
Zeros (%)	44.4%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.075
Q3	354.14875
95-th percentile	1355.059
Maximum	1381.267
Range	1381.267
Interquartile range (IQR)	354.14875

Descriptive statistics

Standard deviation	595.8233839
Coefficient of variation (CV)	1.756391679
Kurtosis	-0.429067892
Mean	339.2315
Median Absolute Deviation (MAD)	0.075
Skewness	1.279008185
Sum	5427.704
Variance	355005.5048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	8	44.4%
1312.213	2	11.1%
20.372	2	11.1%
34.794	1	5.6%
1346.323	1	5.6%
1381.267	1	5.6%
0.15	1	5.6%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	44.4%
0.15	1	5.6%
20.372	2	11.1%
34.794	1	5.6%
1312.213	2	11.1%
1346.323	1	5.6%
1381.267	1	5.6%

Value	Count	Frequency (%)
1381.267	1	5.6%
1346.323	1	5.6%
1312.213	2	11.1%
34.794	1	5.6%
20.372	2	11.1%
0.15	1	5.6%
0	8	44.4%

streptogramins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	81.2%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	120.5466441

Minimum	0
Maximum	489.4000765
Zeros	4
Zeros (%)	22.2%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.003
median	3.415193265
Q3	126.7440574
95-th percentile	477.2942691
Maximum	489.4000765
Range	489.4000765
Interquartile range (IQR)	126.7410574

Descriptive statistics

Standard deviation	211.0035213
Coefficient of variation (CV)	1.750389012
Kurtosis	-0.4309626369
Mean	120.5466441
Median Absolute Deviation (MAD)	3.415193265
Skewness	1.278619868
Sum	1928.746306
Variance	44522.48602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	4	22.2%
4.86238653	1	5.6%
464.775	1	5.6%
469.6373865	1	5.6%
0.004	1	5.6%
14.06707653	1	5.6%
473.259	1	5.6%
1.968	1	5.6%
489.4000765	1	5.6%
0.102	1	5.6%
Other values (3)	3	16.7%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	22.2%
0.004	1	5.6%
0.102	1	5.6%
0.272	1	5.6%
1.968	1	5.6%
4.86238653	1	5.6%
5.06369	1	5.6%
5.33569	1	5.6%
14.06707653	1	5.6%
464.775	1	5.6%

Value	Count	Frequency (%)
489.4000765	1	5.6%
473.259	1	5.6%
469.6373865	1	5.6%
464.775	1	5.6%
14.06707653	1	5.6%
5.33569	1	5.6%
5.06369	1	5.6%
4.86238653	1	5.6%
1.968	1	5.6%
0.272	1	5.6%

sulfonamides__including_trimethoprim_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	16
Distinct (%)	100.0%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	659.0270899

Minimum	0
Maximum	3535.46887
Zeros	1
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0.5775
Q1	3.4585
median	130.8206039
Q3	939.2614682
95-th percentile	2302.951252
Maximum	3535.46887
Range	3535.46887
Interquartile range (IQR)	935.8029682

Descriptive statistics

Standard deviation	1008.305397
Coefficient of variation (CV)	1.529990819
Kurtosis	3.407854777
Mean	659.0270899
Median Absolute Deviation (MAD)	129.8731039
Skewness	1.851615599
Sum	10544.43344
Variance	1016679.774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
3.863	1	5.6%
3535.46887	1	5.6%
1732.114849	1	5.6%
165.7287011	1	5.6%
1367.802237	1	5.6%
158.2108304	1	5.6%
39.24808051	1	5.6%
2.245	1	5.6%
741.2669018	1	5.6%
0	1	5.6%
Other values (6)	6	33.3%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	5.6%
0.77	1	5.6%
1.125	1	5.6%
2.245	1	5.6%
3.863	1	5.6%
4.633	1	5.6%
39.24808051	1	5.6%
103.4303775	1	5.6%
158.2108304	1	5.6%
165.7287011	1	5.6%

Value	Count	Frequency (%)
3535.46887	1	5.6%
1892.112046	1	5.6%
1732.114849	1	5.6%
1367.802237	1	5.6%
796.4145453	1	5.6%
741.2669018	1	5.6%
165.7287011	1	5.6%
158.2108304	1	5.6%
103.4303775	1	5.6%
39.24808051	1	5.6%

tetracyclines_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	16
Distinct (%)	100.0%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	5530.539968

Minimum	3.902
Maximum	28151.98723
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	3.902
5-th percentile	4.585009175
Q1	77.18482762
median	1530.458544
Q3	9459.436856
95-th percentile	19459.93731
Maximum	28151.98723
Range	28148.08523
Interquartile range (IQR)	9382.252029

Descriptive statistics

Standard deviation	8085.311837
Coefficient of variation (CV)	1.461938958
Kurtosis	2.995263137
Mean	5530.539968
Median Absolute Deviation (MAD)	1524.040705
Skewness	1.772729241
Sum	88488.63949
Variance	65372267.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
3.902	1	5.6%
28151.98723	1	5.6%
3798.948836	1	5.6%
365.0991754	1	5.6%
2778.476279	1	5.6%
548.0339444	1	5.6%
99.31643683	1	5.6%
10.79	1	5.6%
2320.569042	1	5.6%
4.8126789	1	5.6%
Other values (6)	6	33.3%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.902	1	5.6%
4.8126789	1	5.6%
8.023	1	5.6%
10.79	1	5.6%
99.31643683	1	5.6%
365.0991754	1	5.6%
548.0339444	1	5.6%
740.3480467	1	5.6%
2320.569042	1	5.6%
2778.476279	1	5.6%

Value	Count	Frequency (%)
28151.98723	1	5.6%
16562.58734	1	5.6%
12293.38368	1	5.6%
12284.669	1	5.6%
8517.692808	1	5.6%
3798.948836	1	5.6%
2778.476279	1	5.6%
2320.569042	1	5.6%
740.3480467	1	5.6%
548.0339444	1	5.6%

others_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	14
Distinct (%)	87.5%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	190.615218

Minimum	0
Maximum	1228.385873
Zeros	3
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.58749555
median	26.05958207
Q3	226.2303
95-th percentile	826.0410979
Maximum	1228.385873
Range	1228.385873
Interquartile range (IQR)	223.6428044

Descriptive statistics

Standard deviation	338.7567022
Coefficient of variation (CV)	1.777175536
Kurtosis	5.652941685
Mean	190.615218
Median Absolute Deviation (MAD)	26.05958207
Skewness	2.358010849
Sum	3049.843487
Variance	114756.1033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	3	16.7%
19.25	1	5.6%
221.4178	1	5.6%
240.6678	1	5.6%
23.58468415	1	5.6%
444.9947622	1	5.6%
691.9261727	1	5.6%
67.88025437	1	5.6%
1228.385873	1	5.6%
3.1968	1	5.6%
Other values (4)	4	22.2%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	16.7%
0.7595822	1	5.6%
3.1968	1	5.6%
19.25	1	5.6%
23.377208	1	5.6%
23.58468415	1	5.6%
28.53448	1	5.6%
55.8680702	1	5.6%
67.88025437	1	5.6%
221.4178	1	5.6%

Value	Count	Frequency (%)
1228.385873	1	5.6%
691.9261727	1	5.6%
444.9947622	1	5.6%
240.6678	1	5.6%
221.4178	1	5.6%
67.88025437	1	5.6%
55.8680702	1	5.6%
28.53448	1	5.6%
23.58468415	1	5.6%
23.377208	1	5.6%

aggregated_class_data_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	12
Distinct (%)	75.0%
Missing	2
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	246.304368

Minimum	0
Maximum	1532.366004
Zeros	4
Zeros (%)	22.2%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04125
median	48.84916
Q3	213.094
95-th percentile	1390.016679
Maximum	1532.366004
Range	1532.366004
Interquartile range (IQR)	213.05275

Descriptive statistics

Standard deviation	474.6103055
Coefficient of variation (CV)	1.92692606
Kurtosis	4.556652199
Mean	246.304368
Median Absolute Deviation (MAD)	48.84916
Skewness	2.367382862
Sum	3940.869888
Variance	225254.9421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	4	22.2%
2.112	2	11.1%
212.566	1	5.6%
214.678	1	5.6%
1342.566904	1	5.6%
177.2729	1	5.6%
10.4142	1	5.6%
1532.366004	1	5.6%
87.28412	1	5.6%
136.05182	1	5.6%
Other values (2)	2	11.1%
(Missing)	2	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	22.2%
0.055	1	5.6%
2.112	2	11.1%
10.4142	1	5.6%
87.28412	1	5.6%
136.05182	1	5.6%
177.2729	1	5.6%
212.566	1	5.6%
214.678	1	5.6%
223.39094	1	5.6%

Value	Count	Frequency (%)
1532.366004	1	5.6%
1342.566904	1	5.6%
223.39094	1	5.6%
214.678	1	5.6%
212.566	1	5.6%
177.2729	1	5.6%
136.05182	1	5.6%
87.28412	1	5.6%
10.4142	1	5.6%
2.112	2	11.1%

total_antimicrobials_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	6
Distinct (%)	100.0%
Missing	12
Missing (%)	66.7%
Infinite	0
Infinite (%)	0.0%
Mean	23150.84328

Minimum	33.924
Maximum	69452.52985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	272.0 B

Quantile statistics

Minimum	33.924
5-th percentile	377.9874704
Q1	2922.04739
median	13299.44924
Q3	35842.45775
95-th percentile	62441.77976
Maximum	69452.52985
Range	69418.60585
Interquartile range (IQR)	32920.41036

Descriptive statistics

Standard deviation	27373.80981
Coefficient of variation (CV)	1.182410916
Kurtosis	0.3288960083
Mean	23150.84328
Median Absolute Deviation (MAD)	12577.3983
Skewness	1.152386366
Sum	138905.0597
Variance	749325463.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1410.177882	1	5.6%
19141.24257	1	5.6%
41409.52948	1	5.6%
7457.655917	1	5.6%
69452.52985	1	5.6%
33.924	1	5.6%
(Missing)	12	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.924	1	5.6%
1410.177882	1	5.6%
7457.655917	1	5.6%
19141.24257	1	5.6%
41409.52948	1	5.6%
69452.52985	1	5.6%

Value	Count	Frequency (%)
69452.52985	1	5.6%
41409.52948	1	5.6%
19141.24257	1	5.6%
7457.655917	1	5.6%
1410.177882	1	5.6%
33.924	1	5.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	scope	region	number_of_countries	aminoglycosides_tonnes	amphenicols_tonnes	arsenicals_tonnes	cephalosporins__all_generations_tonnes	1_2_gen__cephalosporins_tonnes	3_4_gen_cephalosporins_tonnes	fluoroquinolones_tonnes	glycopeptides_tonnes	glycophospholipids_tonnes	lincosamides_tonnes	macrolides_tonnes	nitrofurans_tonnes	orthosomycins_tonnes	other_quinolones_tonnes	penicillins_tonnes	pleuromutilins_tonnes	polypeptides_tonnes	quinoxalines_tonnes	streptogramins_tonnes	sulfonamides__including_trimethoprim_tonnes	tetracyclines_tonnes	others_tonnes	aggregated_class_data_tonnes	total_antimicrobials_tonnes
0	AGP	Africa	1.0	0.000000	0.000000	0.000	0.000000	0.000000	0.000000	0.000000	0.000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.134000	0.000	0.000000	3.863000	3.902000	19.250000	2.112000	NaN
1	AGP	Americas	5.0	0.000000	0.000000	0.000	0.000000	0.000000	0.000000	0.000000	0.000	13.907807	22.021078	62.463052	0.000000	3.642223	0.000000	0.025000	37.982857	502.087349	0.000	4.862387	0.000000	4.812679	221.417800	212.566000	NaN
2	AGP	Asia, Far East and Oceania	6.0	0.707000	0.000000	74.440	0.000000	0.000000	0.000000	0.000000	0.000	97.183000	0.210000	1174.582000	0.000000	26.195000	0.000000	7.174000	12.399000	1514.758000	1312.213	464.775000	0.770000	12284.669000	0.000000	0.000000	NaN
3	AGP	Europe	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	AGP	Global	12.0	0.707000	0.000000	74.440	0.000000	0.000000	0.000000	0.000000	0.000	111.090807	22.231078	1237.045052	0.000000	29.837223	0.000000	7.199000	50.381857	2016.979349	1312.213	469.637387	4.633000	12293.383679	240.667800	214.678000	NaN
5	AGP	Middle East	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	All	Africa	24.0	33.651544	20.410307	0.011	10.017900	0.026490	0.087410	91.397798	1.000	110.000000	1.364530	78.341480	0.166660	0.000000	0.839290	139.483171	3.600000	50.477094	0.000	0.004000	103.430377	740.348047	23.584684	2.112000	1410.177882
7	All	Americas	19.0	762.375783	739.797925	51.900	116.274105	55.612756	25.316200	428.545485	0.000	34.701407	379.673996	1472.387546	0.303411	27.933748	8.016018	1851.932388	369.877642	1746.994022	34.794	14.067077	796.414545	8517.692808	444.994762	1342.566904	19141.242572
8	All	Asia, Far East and Oceania	22.0	1425.663333	2422.624924	74.440	421.646907	27.308859	303.072048	867.534578	0.000	99.261000	647.311939	3981.087715	3.211659	40.708000	20.504566	5809.310730	1161.891315	3055.983360	1346.323	473.259000	1892.112046	16562.587336	691.926173	177.272900	41409.529480
9	All	Europe	41.0	527.643318	243.873176	0.000	44.660104	25.717692	17.566309	219.001668	0.503	0.084000	303.676439	565.376992	0.412746	4.813000	18.939567	1957.191246	194.229793	234.452468	0.000	1.968000	741.266902	2320.569042	67.880254	10.414200	7457.655917

Last rows

	scope	region	number_of_countries	aminoglycosides_tonnes	amphenicols_tonnes	arsenicals_tonnes	cephalosporins__all_generations_tonnes	1_2_gen__cephalosporins_tonnes	3_4_gen_cephalosporins_tonnes	fluoroquinolones_tonnes	glycopeptides_tonnes	glycophospholipids_tonnes	lincosamides_tonnes	macrolides_tonnes	nitrofurans_tonnes	orthosomycins_tonnes	other_quinolones_tonnes	penicillins_tonnes	pleuromutilins_tonnes	polypeptides_tonnes	quinoxalines_tonnes	streptogramins_tonnes	sulfonamides__including_trimethoprim_tonnes	tetracyclines_tonnes	others_tonnes	aggregated_class_data_tonnes	total_antimicrobials_tonnes
8	All	Asia, Far East and Oceania	22.0	1425.663333	2422.624924	74.440	421.646907	27.308859	303.072048	867.534578	0.000	99.261000	647.311939	3981.087715	3.211659	40.708000	20.504566	5809.310730	1161.891315	3055.983360	1346.323	473.259000	1892.112046	16562.587336	691.926173	177.272900	41409.529480
9	All	Europe	41.0	527.643318	243.873176	0.000	44.660104	25.717692	17.566309	219.001668	0.503	0.084000	303.676439	565.376992	0.412746	4.813000	18.939567	1957.191246	194.229793	234.452468	0.000	1.968000	741.266902	2320.569042	67.880254	10.414200	7457.655917
10	All	Global	109.0	2753.984977	3428.306333	126.351	592.799016	108.665798	346.041967	1607.208530	1.848	244.046407	1332.086904	6105.203733	4.104475	73.454748	48.399441	9762.798535	1729.598751	5087.956944	1381.267	489.400077	3535.468870	28151.987233	1228.385873	1532.366004	69452.529850
11	All	Middle East	3.0	4.651000	1.600000	0.000	0.200000	0.000000	0.000000	0.729000	0.345	0.000000	0.060000	8.010000	0.010000	0.000000	0.100000	4.881000	0.000000	0.050000	0.150	0.102000	2.245000	10.790000	0.000000	0.000000	33.924000
12	Terrestrial Food Producing	Africa	6.0	3.801686	9.354800	0.000	0.076140	0.002000	0.000340	21.774200	0.000	110.000000	0.028900	25.859300	0.138000	0.000000	0.069850	23.968692	0.000000	8.007412	0.000	0.000000	39.248081	99.316437	3.196800	0.000000	NaN
13	Terrestrial Food Producing	Americas	11.0	166.507404	96.027344	51.900	49.938945	43.175099	6.762846	173.171562	0.000	0.000000	50.154780	307.948540	0.000000	18.715525	0.000000	401.540567	225.374395	169.399669	0.000	5.063690	158.210830	548.033944	23.377208	87.284120	NaN
14	Terrestrial Food Producing	Asia, Far East and Oceania	9.0	1210.699213	2141.469115	0.000	306.596362	17.315807	289.280554	474.698591	0.000	0.000000	490.942579	2131.053008	0.000000	3.353000	3.935500	3496.187582	639.702196	445.358610	20.372	0.272000	1367.802237	2778.476279	28.534480	136.051820	NaN
15	Terrestrial Food Producing	Europe	10.0	81.437792	28.009867	0.000	1.752116	2.245446	1.126170	4.362776	0.000	0.000000	10.198145	70.045610	0.001000	0.000000	3.206600	206.961757	15.758517	22.640611	0.000	0.000000	165.728701	365.099175	0.759582	0.055000	NaN
16	Terrestrial Food Producing	Global	37.0	1465.416094	2276.361126	51.900	358.363563	62.738353	297.169910	674.167129	0.255	110.000000	551.324404	2542.696458	0.139000	22.068525	7.211950	4131.183598	880.835108	645.406303	20.372	5.335690	1732.114849	3798.948836	55.868070	223.390940	NaN
17	Terrestrial Food Producing	Middle East	1.0	2.970000	1.500000	0.000	0.000000	0.000000	0.000000	0.160000	0.255	0.000000	0.000000	7.790000	0.000000	0.000000	0.000000	2.525000	0.000000	0.000000	0.000	0.000000	1.125000	8.023000	0.000000	0.000000	NaN

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows